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This report uses the full New Zealand GREEN Grid household electricity demand study research data to:
This report describes the results of this work and directs the reader to relevant R code where necessary.
All code used to create this report is available from:
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The NZ GREEN Grid household electricity demand study recruited a sample of c 40 households in each of two regions of New Zealand (Stephenson et al. 2017). The first sample was recruited in early 2014 and the second in early 2015. Research data includes:
The data collection was supported by the New Zealand Ministry of Business, Innovation and Employment (MBIE) through the Renewable Energy and the Smart Grid (GREEN Grid) grant (Contract ID: UOCX1203).
Whilst the GREEN Grid project collected data from 2014-01-06 to 2018-11-22, we do not have complete multi-year coverage of the 45 dwellings for whom data exists.
As Figure 4.1 shows data is available for most of the 24 dwellings in the Taranaki region from mid 2014 and for most of the 20 dwellings in Hawkes Bay from early 2015. In most cases the ‘right’ number of observations were received per half hour (30) when the dwellings were sending data. However not all dwellings sent data continuously with substantial attrition by 2017 (Figure 4.2).
Figure 4.1: Mean number of observations per circuit per half hour
Figure 4.2: Number of dwellings sending data per day
For clarity, Figure 4.3 shows the mean daily number of dwellings present in the data in each year and season for each region. Whilst it is clear that 2015 provides the highest level of reporting dwellings, it also shows that it would be at least possible to calculate seasonal summaries for several years.
Figure 4.3: Active dwellings by season
However, it should be noted that:
rf_01 and rf_02) were test installs in researchers’ homes for whom no survey data exists;rf_46) has ambiguous circuit labels and so should be ignored;As a result the effective number of dwellings available for any given analysis will always be lower than the numbers reported above and should be evaluated on a case by case basis.
Whilst in theory the calculation of total load in any given minute should be a matter of merely summing all monitored circuits, in practice the task is not quite this simple. There are a number of reasons for this:
Our previously work has shown that with appropriate care it is possible to derive best effort estimates of total dwelling power load by summing a small number of particular circuits for each dwelling (Anderson 2019). However the issues described above mean that users should:
rf_14,rf_25,rf_26 and rf_43 due to substantial unexplained negative values;Separately, for reasons explained elsewhere we also recommend removing rf_46 from the data prior to analysis.
In all cases we recommend that users check the data carefully before analysis and document any filtering they apply.
We have therefore created a new dataset for each dwelling which comprises the estimated total load per minute for each dwelling for the entire time frame for which we have data (ref Figure 4.2). For ease of use this data is available as:
imputedTotalDemand_circuitsToSum_v1.1 indicating that the aggregation code used the circuitsToSum definition v1.1;Note that we have not applied the exclusion rules described above. In order to ensure all data is available if required, these rules should only be applied just prior to analysis. The files are listed in Table 5.1. Whilst we can make these data files available, potential users should note that they are larger than the original data files. The single file containing only the estimated total load per minute per dwelling is especially large.
| file | Mb (gzipped) |
|---|---|
| all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 497.70 |
| rf_01_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 35.43 |
| rf_02_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 21.24 |
| rf_06_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 78.65 |
| rf_07_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 83.80 |
| rf_08_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 63.28 |
| rf_09_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 21.92 |
| rf_10_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 69.41 |
| rf_11_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 80.80 |
| rf_12_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 15.83 |
| rf_13_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 98.29 |
| rf_14_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 68.16 |
| rf_15b_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 16.53 |
| rf_16_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 14.47 |
| rf_17a_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 38.17 |
| rf_17b_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 10.32 |
| rf_18_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 23.23 |
| rf_19_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 118.11 |
| rf_20_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 22.37 |
| rf_21_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 38.80 |
| rf_22_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 78.65 |
| rf_23_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 91.03 |
| rf_24_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 86.61 |
| rf_25_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 28.56 |
| rf_26_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 76.03 |
| rf_27_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 36.07 |
| rf_28_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 3.49 |
| rf_29_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 74.76 |
| rf_30_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 29.38 |
| rf_31_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 67.48 |
| rf_32_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 20.82 |
| rf_33_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 66.67 |
| rf_34_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 30.87 |
| rf_35_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 32.93 |
| rf_36_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 57.78 |
| rf_37_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 65.21 |
| rf_38_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 35.26 |
| rf_39_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 56.52 |
| rf_40_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 14.53 |
| rf_41_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 55.73 |
| rf_42_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 38.96 |
| rf_43_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 11.20 |
| rf_44_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 67.23 |
| rf_45_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 32.28 |
| rf_46_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 160.69 |
| rf_47_all_1min_data_withImputedTotal_circuitsToSum_v1.1.csv.gz | 21.95 |
Table 5.2 shows basic statistics for the estimated 1 minute level load for each dwelling and illustrates some of the issues described above.
| linkID | PV Inverter | Location | nObs | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|---|
| rf_01 | NA | Test installs | 851,716 | 1662.15 | 0.00 | 13560.50 | 1742.03 |
| rf_02 | NA | Test installs | 581,156 | 719.25 | -330.38 | 10204.00 | 998.49 |
| rf_06 | Taranaki | 1,883,074 | 941.95 | -1436.21 | 10804.38 | 1128.38 | |
| rf_07 | Taranaki | 2,010,201 | 604.47 | -263.00 | 9508.46 | 656.20 | |
| rf_08 | Taranaki | 1,548,193 | 1044.98 | 35.14 | 11973.94 | 1144.81 | |
| rf_09 | Taranaki | 527,883 | 648.63 | -16.00 | 8586.00 | 757.80 | |
| rf_10 | Taranaki | 1,822,053 | 596.12 | 27.68 | 9860.26 | 772.91 | |
| rf_11 | Taranaki | 2,127,141 | 545.92 | 14.00 | 11855.49 | 885.84 | |
| rf_12 | Taranaki | 398,134 | 779.81 | -406.00 | 10439.03 | 1217.16 | |
| rf_13 | Taranaki | 2,179,995 | 1455.69 | 92.46 | 11580.60 | 1188.63 | |
| rf_14 | Taranaki | 1,783,337 | 612.96 | -1758.08 | 9894.88 | 739.48 | |
| rf_15b | Taranaki | 390,846 | 1255.16 | -1062.00 | 10536.10 | 1202.39 | |
| rf_16 | Taranaki | 372,306 | 538.28 | -262.00 | 8691.89 | 821.54 | |
| rf_17a | Taranaki | 959,929 | 526.92 | -1084.72 | 9041.53 | 788.89 | |
| rf_17b | Taranaki | 272,150 | 351.03 | 32.17 | 6495.37 | 481.33 | |
| rf_18 | Taranaki | 540,446 | 1444.19 | -1842.66 | 13079.07 | 1901.81 | |
| rf_19 | yes | Taranaki | 2,109,122 | -589.54 | -12407.52 | 7363.92 | 2035.90 |
| rf_20 | Taranaki | 543,382 | 813.60 | -1273.19 | 9739.43 | 1083.75 | |
| rf_21 | Taranaki | 1,010,258 | 483.36 | 31.00 | 7990.10 | 607.06 | |
| rf_22 | Taranaki | 1,885,333 | 1291.44 | 47.92 | 11535.40 | 1342.73 | |
| rf_23 | yes | Taranaki | 2,181,070 | 1078.65 | -1871.83 | 11015.80 | 1126.36 |
| rf_24 | yes | Taranaki | 2,107,577 | 76.59 | -7542.61 | 9929.11 | 1518.25 |
| rf_25 | Taranaki | 706,148 | 859.16 | 0.00 | 11814.74 | 1071.90 | |
| rf_26 | Taranaki | 1,938,549 | 707.24 | -482.36 | 9366.50 | 997.70 | |
| rf_27 | Taranaki | 908,658 | 1118.20 | 58.00 | 9569.40 | 1062.34 | |
| rf_28 | yes | Hawkes Bay | 86,311 | -135.48 | -3366.52 | 7960.34 | 983.91 |
| rf_29 | Hawkes Bay | 1,749,695 | 1606.68 | 76.85 | 12011.87 | 1400.14 | |
| rf_30 | Hawkes Bay | 743,770 | 743.41 | 30.00 | 8706.07 | 751.49 | |
| rf_31 | Hawkes Bay | 1,760,227 | 642.32 | 24.00 | 10547.60 | 864.45 | |
| rf_32 | Hawkes Bay | 541,109 | 677.75 | 0.00 | 8274.91 | 850.74 | |
| rf_33 | Hawkes Bay | 1,601,314 | 814.45 | 63.47 | 9654.25 | 966.47 | |
| rf_34 | Hawkes Bay | 730,613 | 1159.12 | 0.00 | 13043.50 | 1189.61 | |
| rf_35 | Hawkes Bay | 781,977 | 1339.89 | -622.00 | 10373.54 | 1223.08 | |
| rf_36 | Hawkes Bay | 1,605,647 | 829.98 | 0.00 | 14826.00 | 1301.66 | |
| rf_37 | Hawkes Bay | 1,763,330 | 583.05 | 51.00 | 9365.54 | 1019.71 | |
| rf_38 | Hawkes Bay | 886,482 | 1058.81 | -179.00 | 9455.19 | 1383.36 | |
| rf_39 | Hawkes Bay | 1,537,301 | 1920.08 | -199.00 | 15593.20 | 1767.34 | |
| rf_40 | Hawkes Bay | 348,217 | 1191.50 | 24.00 | 12527.77 | 1326.90 | |
| rf_41 | Hawkes Bay | 1,372,961 | 1014.34 | 54.83 | 12857.00 | 1053.56 | |
| rf_42 | Hawkes Bay | 975,198 | 1230.27 | 33.61 | 12383.70 | 1563.55 | |
| rf_43 | Hawkes Bay | 296,190 | 626.90 | 0.00 | 6687.53 | 719.72 | |
| rf_44 | Hawkes Bay | 1,762,049 | 1079.67 | 32.00 | 12165.12 | 1573.37 | |
| rf_45 | Hawkes Bay | 819,601 | 771.95 | 23.90 | 10385.13 | 1237.62 | |
| rf_46 | Hawkes Bay | 1,939,634 | 1622.95 | 92.00 | 12979.28 | 1399.64 | |
| rf_47 | Hawkes Bay | 588,348 | 415.53 | 21.00 | 11171.30 | 673.20 |
In response to EECA’s request we have used the per-dwelling files listed in Table 5.1 to produce an aggregated half-hourly power demand dataset for each dwelling.
These files contain:
r_dateTimeHalfHour (in UTC) in half hours;circuit label with total load labelled as imputedTotalDemand_circuitsToSum_v1.1;linkID (for linkage to survey data).Table 6.1 shows the first few rows of one of these files.
| linkID | circuit | r_dateTimeHalfHour | meanPowerW | nObs | sdPowerW | minPowerW | maxPowerW |
|---|---|---|---|---|---|---|---|
| rf_01 | Heating$1633 | 2014-01-06 16:00:00 | 28.39 | 2 | 0.00 | 28.39 | 28.39 |
| rf_01 | Heating$1633 | 2014-03-07 15:30:00 | 28.27 | 4 | 0.24 | 27.91 | 28.39 |
| rf_01 | Heating$1633 | 2014-03-07 16:00:00 | 393.55 | 19 | 423.92 | 27.91 | 925.09 |
| rf_01 | Heating$1633 | 2014-03-07 16:30:00 | 909.96 | 30 | 7.65 | 897.09 | 921.28 |
| rf_01 | Heating$1633 | 2014-03-07 17:00:00 | 896.36 | 30 | 2.77 | 891.39 | 903.27 |
| rf_01 | Heating$1633 | 2014-03-07 17:30:00 | 905.08 | 30 | 17.19 | 885.21 | 936.97 |
The resulting files are listed in Table 6.2.
| file | Mb (gzipped) |
|---|---|
| rf_01_allObs_halfHourly.csv.gz | 3.71 |
| rf_02_allObs_halfHourly.csv.gz | 2.25 |
| rf_06_allObs_halfHourly.csv.gz | 8.26 |
| rf_07_allObs_halfHourly.csv.gz | 8.92 |
| rf_08_allObs_halfHourly.csv.gz | 5.73 |
| rf_09_allObs_halfHourly.csv.gz | 2.54 |
| rf_10_allObs_halfHourly.csv.gz | 7.21 |
| rf_11_allObs_halfHourly.csv.gz | 7.97 |
| rf_12_allObs_halfHourly.csv.gz | 1.71 |
| rf_13_allObs_halfHourly.csv.gz | 10.48 |
| rf_14_allObs_halfHourly.csv.gz | 7.43 |
| rf_15b_allObs_halfHourly.csv.gz | 1.59 |
| rf_16_allObs_halfHourly.csv.gz | 1.75 |
| rf_17a_allObs_halfHourly.csv.gz | 3.73 |
| rf_17b_allObs_halfHourly.csv.gz | 1.03 |
| rf_18_allObs_halfHourly.csv.gz | 2.21 |
| rf_19_allObs_halfHourly.csv.gz | 10.40 |
| rf_20_allObs_halfHourly.csv.gz | 2.37 |
| rf_21_allObs_halfHourly.csv.gz | 3.88 |
| rf_22_allObs_halfHourly.csv.gz | 8.42 |
| rf_23_allObs_halfHourly.csv.gz | 9.19 |
| rf_24_allObs_halfHourly.csv.gz | 7.90 |
| rf_25_allObs_halfHourly.csv.gz | 3.09 |
| rf_26_allObs_halfHourly.csv.gz | 7.92 |
| rf_27_allObs_halfHourly.csv.gz | 3.10 |
| rf_28_allObs_halfHourly.csv.gz | 0.37 |
| rf_29_allObs_halfHourly.csv.gz | 6.54 |
| rf_30_allObs_halfHourly.csv.gz | 2.84 |
| rf_31_allObs_halfHourly.csv.gz | 6.60 |
| rf_32_allObs_halfHourly.csv.gz | 1.84 |
| rf_33_allObs_halfHourly.csv.gz | 6.29 |
| rf_34_allObs_halfHourly.csv.gz | 3.23 |
| rf_35_allObs_halfHourly.csv.gz | 3.21 |
| rf_36_allObs_halfHourly.csv.gz | 4.99 |
| rf_37_allObs_halfHourly.csv.gz | 7.10 |
| rf_38_allObs_halfHourly.csv.gz | 4.16 |
| rf_39_allObs_halfHourly.csv.gz | 6.28 |
| rf_40_allObs_halfHourly.csv.gz | 1.53 |
| rf_41_allObs_halfHourly.csv.gz | 6.39 |
| rf_42_allObs_halfHourly.csv.gz | 4.01 |
| rf_43_allObs_halfHourly.csv.gz | 1.06 |
| rf_44_allObs_halfHourly.csv.gz | 6.58 |
| rf_45_allObs_halfHourly.csv.gz | 3.09 |
| rf_46_allObs_halfHourly.csv.gz | 18.22 |
| rf_47_allObs_halfHourly.csv.gz | 2.03 |
Further, these per-dwelling files have been used to attempt to create single data files containing all observations for the circuits or (partial) circuit labels set out in the following sections. Table 8.2 in Section 8.3 of the Data Annex shows the unique circuit labels available as a guide to what can be meaningfully extracted. The process of extraction uses partial string matching so, for example, the string Lighting would match to:
"Lighting""Lighting and spa""Lighting and garage"but not:
"Outside Lights"Note that the process may therefore match a number of circuits and in some cases circuits may contain other appliances. Analysis should therefore proceed with caution since some circuits may have been missed that were required and some extracted which were not. For the avoidance of doubt, the code used to extract these circuts chould be checked against Table 8.2 in Section 8.3 of the Data Annex.
In each section we extract and save the relevant half-hourly observations and provide two plots:
filter <- "Lighting"
In this section we extract every record where:
circuitTable 6.3 and Figure ?? show summary statistics of the half-hourly mean values for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Lighting | 820108 | 20 | 105.181 | -127.277 | 3411.401 | 234.672 |
| Lighting & 2 Towel Rail | 56686 | 1 | 277.431 | 0.000 | 2101.948 | 183.183 |
| Lighting (inc heat lamps) | 32529 | 1 | 361.126 | 0.000 | 3528.905 | 538.110 |
| Lighting 1/2 | 9236 | 1 | -1.737 | -68.609 | 14.600 | 6.008 |
| Lighting 2/2 | 9236 | 1 | 7.948 | 0.000 | 166.436 | 19.380 |
| Lighting1 | 19407 | 1 | 440.832 | 41.400 | 2187.108 | 312.316 |
| Lighting2 | 19407 | 1 | 42.556 | -127.277 | 415.553 | 68.866 |
| Lighting_Imag | 7583 | 1 | 9.507 | -96.211 | 471.371 | 68.458 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourLighting.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourLighting.csv
Figure 6.1: Lighting data summary
Figure 6.2: Lighting data summary
We therefore have Lighting data for 27 dwellings.
# more complex (we could de-capitalise first)
filter1 <- "Hot water" # or
filter2 <- "Hot Water"
In this section we extract every record where:
circuitcircuitTable 6.4 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Hot Water | 32452 | 2 | 305.402 | 0.000 | 2215.737 | 495.432 |
| Hot Water (2 elements) | 56686 | 1 | 398.646 | 0.000 | 3317.472 | 800.113 |
| Hot Water - Controlled | 1026607 | 23 | 289.521 | -525.423 | 3317.720 | 642.417 |
| Hot Water - Controlled (HEMS) | 76868 | 1 | 264.077 | 0.000 | 1459.965 | 435.468 |
| Hot Water - Controlled1 | 19407 | 1 | 264.633 | -0.570 | 2137.988 | 613.222 |
| Hot Water - Controlled2 | 19407 | 1 | 2.893 | -26.632 | 56.671 | 6.783 |
| Hot Water - Controlled_Imag | 7583 | 1 | 1.385 | -32.408 | 89.840 | 4.947 |
| Hot Water - Uncontrolled | 136539 | 4 | 308.662 | -208.233 | 3901.050 | 624.055 |
| Hot Water Cpbd Heater- Cont | 74492 | 1 | 75.778 | 0.000 | 1955.707 | 152.815 |
| Hot water | 28401 | 1 | 216.747 | 0.000 | 1874.646 | 470.285 |
| Incomer 1 - Hot Water - Cont | 13310 | 1 | 431.691 | 0.000 | 3057.669 | 763.904 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourHotWater.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourHotWater.csv
Figure 6.3: Hot water data summary
Figure 6.4: Hot water data summary
We therefore have Hot Water data for 37 dwellings.
filter1 <- "Heat Pump"
In this section we extract every record where:
circuitTable 6.5 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Bedroom & Lounge Heat Pumps | 74276 | 1 | 92.887 | 0.000 | 2555.719 | 196.406 |
| Downstairs (inc 1 Heat Pump) | 76421 | 1 | -8.075 | -2583.502 | 2967.435 | 458.986 |
| Heat Pump | 667260 | 18 | 92.005 | -64.270 | 4982.931 | 285.687 |
| Heat Pump & 2 x Bathroom Heat | 19625 | 1 | 119.058 | 0.000 | 3559.722 | 368.699 |
| Heat Pump & Bedroom 2 | 17605 | 1 | 153.405 | -26.877 | 3242.937 | 320.690 |
| Heat Pump & Kitchen Appliances | 59922 | 1 | 592.044 | 0.000 | 3760.920 | 479.634 |
| Heat Pump & Lounge | 74492 | 1 | 227.028 | 0.000 | 3314.134 | 374.529 |
| Heat Pump & Misc | 18124 | 1 | 176.614 | -173.072 | 1701.146 | 225.030 |
| Heat Pump & Washing Machine | 33684 | 1 | 113.523 | 0.000 | 3120.887 | 268.412 |
| Heat Pump (x2) & Lounge Power | 11618 | 1 | 330.668 | 0.000 | 5340.914 | 710.990 |
| Heat Pumps (2x) & Power | 81989 | 1 | 116.971 | -242.388 | 2959.364 | 291.750 |
| Heat Pumps (2x) & Power1 | 19407 | 1 | 235.390 | 5.915 | 2959.364 | 284.451 |
| Heat Pumps (2x) & Power2 | 19407 | 1 | -66.280 | -241.699 | 249.051 | 60.350 |
| Heat Pumps (2x) & Power_Imag | 7583 | 1 | -105.076 | -269.724 | 250.487 | 50.018 |
| Kitchen Appliances & Heat Pump | 55442 | 1 | 272.446 | 62.990 | 3180.312 | 264.583 |
| Theatre Heat Pump | 74276 | 1 | 2.908 | -3.267 | 999.087 | 28.316 |
| Upstairs Heat Pumps | 76421 | 1 | 151.876 | -46.290 | 2762.926 | 366.908 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourHeatPump.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourHeatPump.csv
Figure 6.5: Heat Pump data summary
Figure 6.6: Heat Pump data summary
We therefore have Heat Pump data for 34 dwellings.
Noting that this may include other areas of the dwelling…
filter1 <- "Kitchen"
In this section we extract every record where:
circuitTable 6.6 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Heat Pump & Kitchen Appliances | 59922 | 1 | 592.044 | 0.000 | 3760.920 | 479.634 |
| Hob & Kitchen Appliances | 23570 | 1 | 349.554 | 0.000 | 2379.292 | 319.873 |
| Kitchen | 190450 | 3 | 89.979 | 0.000 | 2273.916 | 159.578 |
| Kitchen & Bedrooms | 81989 | 1 | 111.272 | -45.302 | 2106.422 | 165.294 |
| Kitchen & Bedrooms1 | 19407 | 1 | 117.717 | 0.000 | 1436.520 | 170.837 |
| Kitchen & Bedrooms2 | 19407 | 1 | 39.627 | -37.738 | 205.681 | 69.900 |
| Kitchen & Bedrooms_Imag | 7583 | 1 | 98.201 | -41.499 | 204.522 | 79.882 |
| Kitchen & Laundry | 139301 | 2 | 327.456 | 0.000 | 4445.761 | 331.461 |
| Kitchen Appliances | 850539 | 22 | 119.651 | -586.962 | 3484.788 | 210.113 |
| Kitchen Appliances & Bedrooms | 12416 | 1 | 39.718 | 0.000 | 2247.657 | 73.991 |
| Kitchen Appliances & Garage | 33684 | 1 | 46.272 | -2.523 | 1952.114 | 178.958 |
| Kitchen Appliances & Heat Pump | 55442 | 1 | 272.446 | 62.990 | 3180.312 | 264.583 |
| Kitchen Appliances & Laundry | 143802 | 2 | 170.632 | -41.100 | 3144.275 | 202.388 |
| Kitchen Appliances & Lounge | 13310 | 1 | 147.102 | -1.686 | 2063.290 | 195.101 |
| Kitchen Appliances & Ventilati | 18032 | 1 | 438.888 | -500.265 | 3044.483 | 323.134 |
| Kitchen Power & Heat, Lounge | 19625 | 1 | 142.513 | 13.810 | 2670.404 | 180.314 |
| Kitchen power | 28401 | 1 | 203.905 | 0.000 | 3048.565 | 296.531 |
| Kitchen, Dining & Office | 33011 | 1 | 118.837 | 0.000 | 2221.450 | 181.845 |
| Kitchen, Laundry & Beds 1&3 | 30305 | 1 | 344.661 | 19.907 | 2555.615 | 316.372 |
| Kitchen, Laundry & Ventilation | 76868 | 1 | 240.002 | 41.791 | 3810.431 | 224.100 |
| Laundry & Kitchen | 24801 | 1 | 15.004 | 0.000 | 1073.849 | 34.050 |
| Laundry & Kitchen Appliances | 13040 | 1 | 259.593 | -564.167 | 4637.651 | 401.028 |
| Oven & Kitchen Appliances | 18124 | 1 | 262.494 | 39.133 | 3397.599 | 278.561 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourKitchen.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourKitchen.csv
Figure 6.7: Kitchen data summary
Figure 6.8: Kitchen data summary
We therefore have Kitchen data for 48 dwellings.
Noting that this circuit label may include other appliances…
# more complex
filter1 <- "Heat"
# and not "Heat Pump" (see next code chunk)
In this section we extract every record where:
circuit but excluding ‘Heat Pump’Table 6.7 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Heating | 47813 | 2 | 635.647 | 0.00 | 7084.992 | 959.578 |
| Hot Water Cpbd Heater- Cont | 74492 | 1 | 75.778 | 0.00 | 1955.707 | 152.815 |
| Kitchen Power & Heat, Lounge | 19625 | 1 | 142.513 | 13.81 | 2670.404 | 180.314 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourNonHP_Heat.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourNonHP_Heat.csv
Figure 6.9: Heat data summary
Figure 6.10: Heat data summary
We therefore have non Heat Pump Heat data for 4 dwellings.
Noting that this circuit label may include other appliances…
filter1 <- "Fridge"
In this section we extract every record where:
circuitTable 6.8 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Bed 2, 2nd Fridge | 30311 | 1 | 80.180 | 0.000 | 926.520 | 159.651 |
| Fridge | 53096 | 2 | 81.083 | 0.000 | 1212.828 | 104.190 |
| Laundry & 2nd Fridge Freezer | 51639 | 1 | 146.050 | 0.000 | 3843.133 | 250.991 |
| Laundry & Fridge Freezer | 63760 | 1 | 55.401 | 0.000 | 1136.268 | 67.517 |
| Laundry & Garage Fridge | 27332 | 1 | 37.189 | 0.000 | 1716.550 | 82.971 |
| Laundry, Fridge & Freezer | 71418 | 1 | 97.933 | -25.632 | 1286.748 | 55.375 |
| Laundry, Fridge & Microwave | 13310 | 1 | 63.840 | -26.408 | 993.040 | 52.576 |
| Laundry, Garage Fridge Freezer | 26083 | 1 | 124.969 | 25.640 | 2389.454 | 92.344 |
| Laundry, Sauna & 2nd Fridge | 68111 | 1 | 63.532 | -7.444 | 2557.823 | 77.111 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourFridge.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourFridge.csv
Figure 6.11: Fridge data summary
Figure 6.12: Fridge data summary
We therefore have Fridge data for 10 dwellings.
Noting that this circuit label may include other appliances…
filter1 <- "Freezer"
In this section we extract every record where:
circuitTable 6.9 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Laundry & 2nd Fridge Freezer | 51639 | 1 | 146.050 | 0.000 | 3843.133 | 250.991 |
| Laundry & Freezer | 32529 | 1 | 131.294 | 0.000 | 1633.096 | 49.098 |
| Laundry & Fridge Freezer | 63760 | 1 | 55.401 | 0.000 | 1136.268 | 67.517 |
| Laundry & Garage Freezer | 24373 | 1 | 104.939 | 0.000 | 2209.190 | 135.381 |
| Laundry, Fridge & Freezer | 71418 | 1 | 97.933 | -25.632 | 1286.748 | 55.375 |
| Laundry, Garage Fridge Freezer | 26083 | 1 | 124.969 | 25.640 | 2389.454 | 92.344 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourFreezer.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourFreezer.csv
Figure 6.13: Freezer data summary
Figure 6.14: Freezer data summary
We therefore have Freezer data for 6 dwellings.
Noting that this circuit label may include other appliances…
filter1 <- "Oven"
In this section we extract every record where:
circuitTable 6.10 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| Incomer 1 - Uncont inc Oven | 12416 | 1 | 61.806 | 0.000 | 2251.039 | 163.328 |
| Incomer 1 - inc Top Oven | 9236 | 1 | 137.337 | 0.000 | 2831.723 | 241.952 |
| Incomer 2 - Uncont - Inc Oven | 17605 | 1 | 241.256 | -26.040 | 3920.391 | 409.398 |
| Incomer 2 - Uncont - inc Oven | 32019 | 1 | 237.832 | -376.067 | 4797.083 | 373.024 |
| Incomer 2 - Uncont inc Oven | 59477 | 1 | 102.715 | -1372.399 | 2974.610 | 179.291 |
| Incomer 2 - inc Bottom Oven | 9236 | 1 | 216.669 | 36.218 | 2333.497 | 205.168 |
| Oven | 690851 | 15 | 37.713 | -1067.563 | 3676.903 | 195.803 |
| Oven & Hob | 266871 | 4 | 57.893 | -24.645 | 3919.073 | 258.710 |
| Oven & Hobb | 24801 | 1 | 26.524 | 0.000 | 2908.371 | 163.390 |
| Oven & Kitchen Appliances | 18124 | 1 | 262.494 | 39.133 | 3397.599 | 278.561 |
| Oven & Oven Wall Appliances | 30311 | 1 | 38.181 | 0.000 | 2495.701 | 225.925 |
| Oven, Hob & Microwave | 55442 | 1 | 36.873 | 0.000 | 3614.151 | 212.934 |
| Wall Oven | 19625 | 1 | 26.402 | -2.423 | 2473.255 | 177.663 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourOven.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourOven.csv
Figure 6.15: Oven data summary
Figure 6.16: Oven data summary
We therefore have Oven data for 30 dwellings.
Noting that this circuit label may include other appliances…
filter1 <- "PV"
In this section we extract every record where:
circuitTable 6.11 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| PV | 71418 | 1 | -797.512 | -4549.259 | 5.767 | 1233.125 |
| PV & Garage | 2885 | 1 | -489.754 | -3071.270 | 93.182 | 837.672 |
| PV & Storage | 76868 | 1 | -99.093 | -2044.631 | 2049.756 | 406.343 |
| PV 1 | 74276 | 1 | -595.107 | -3966.106 | 38.187 | 939.615 |
| PV 2 | 74276 | 1 | -605.907 | -4037.073 | 27.978 | 955.533 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourPV.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourPV.csv
## Scale for 'fill' is already present. Adding another scale for 'fill',
## which will replace the existing scale.
Figure 6.17: PV data summary
Figure 6.18: PV data summary
We therefore have Oven data for 5 dwellings.
In this section we extract every record where:
circuitTable 6.12 and Figure ?? show the mean power (mean of the half-hourly mean values) for all observations extracted by circuit label.
| circuitLabel | nObs | nDwellings | meanW | minW | maxW | sdW |
|---|---|---|---|---|---|---|
| imputedTotalDemand_circuitsToSum_v1.1 | 1828811 | 45 | 866.257 | -7627.66 | 10981.59 | 1161.741 |
## Gziping /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourImputedTotalDemand.csv
## Gzipped /Users/ben/Data/NZ_GREENGrid/safe//gridSpy/halfHour/extracts/halfHourImputedTotalDemand.csv
Figure 6.19: Total load data summary
Figure 6.20: Total load data summary
We therefore have imputedTotalDemand data for 45 dwellings.
This report used the full New Zealand GREEN Grid household electricity demand study research data to:
This report described the results of this work and directed the reader to relevant R code where necessary.
All code used to create this report is available from:
The archived and most recent version of the report is available from:
The half-hourly mean power demand data together with the circuit level extracts can be made available on request.
Descriptive statistics for aggregate half hourly power data for all dwellings and all circuits:
## Skim summary statistics
## n obs: 13489366
## n variables: 10
##
## ── Variable type:character ──────────────────────────────────────────────────────────────────────────────
## variable missing complete n min max empty n_unique
## circuit 0 13489366 13489366 7 37 0 298
## circuitID 1828811 11660555 13489366 4 4 0 279
## circuitLabel 0 13489366 13489366 2 37 0 139
## linkID 0 13489366 13489366 5 6 0 45
##
## ── Variable type:integer ────────────────────────────────────────────────────────────────────────────────
## variable missing complete n mean sd p0 p25 p50 p75 p100
## nObs 0 13489366 13489366 30.01 1.21 1 30 30 30 64
## hist
## ▁▁▁▇▁▁▁▁
##
## ── Variable type:numeric ────────────────────────────────────────────────────────────────────────────────
## variable missing complete n mean sd p0 p25 p50
## maxPowerW 0 13489366 13489366 619.11 1165.25 -6970.85 0 140.67
## meanPowerW 0 13489366 13489366 298.9 713.74 -7627.66 0 76.81
## minPowerW 0 13489366 13489366 124.06 562.91 -12407.52 0 15.49
## sdPowerW 810 13488556 13489366 163.36 323.54 0 0 32.55
## p75 p100 hist
## 599.67 30822.4 ▁▇▁▁▁▁▁▁
## 329.77 10981.59 ▁▁▁▇▁▁▁▁
## 150.37 9600.58 ▁▁▁▁▇▁▁▁
## 102.76 5627.37 ▇▁▁▁▁▁▁▁
##
## ── Variable type:POSIXct ────────────────────────────────────────────────────────────────────────────────
## variable missing complete n min max
## r_dateTimeHalfHour 0 13489366 13489366 2014-01-06 2018-11-22
## median n_unique
## 2016-04-19 82757
The following tables show descriptive statistics for the meanPowerW values for each circuit by dwelling.
## #-> Dwelling: rf_01
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heating$1633 | 960.23691 | 0.000 | 7084.992 | 28401 |
| Hot water$1636 | 216.74744 | 0.000 | 1874.646 | 28401 |
| Kitchen power$1632 | 203.90506 | 0.000 | 3048.565 | 28401 |
| Lights$1635 | 118.29809 | 0.000 | 1102.658 | 28401 |
| Mains$1634 | 1661.72822 | 90.722 | 10981.588 | 28401 |
| Range$1637 | 39.21129 | 0.000 | 3550.979 | 28401 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1662.01730 | 90.722 | 10981.588 | 28401 |
| All | 694.59204 | 0.000 | 10981.588 | 198807 |
## #-> Dwelling: rf_02
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Cooking Bath tile heat$1573 | 135.77070 | 0.000 | 798.9143 | 19412 |
| Fridge$1572 | 18.98057 | 0.000 | 126.3063 | 19412 |
| Heating$1576 | 160.75117 | 0.000 | 3360.7323 | 19412 |
| Hot Water$1574 | 234.30121 | 0.000 | 2215.7370 | 19412 |
| Lights$1577 | 23.67056 | 0.000 | 559.3363 | 19412 |
| Mains$1575 | 721.14730 | 25.467 | 7427.8692 | 19412 |
| imputedTotalDemand_circuitsToSum_v1.1 | 721.25805 | 25.467 | 7427.8692 | 19412 |
| All | 287.98280 | 0.000 | 7427.8692 | 135884 |
## #-> Dwelling: rf_06
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled$2248 | 419.57092 | 0.00000 | 2057.424 | 67393 |
| Incomer - Uncontrolled$2249 | 525.93799 | -1293.19033 | 5881.824 | 67393 |
| Kitchen$2246 | 106.93703 | 0.00000 | 1723.618 | 67393 |
| Laundry, Downstairs & Lounge$2245 | 239.23594 | 0.00000 | 2799.643 | 67393 |
| Lighting$2244 | 116.61632 | 0.00000 | 2160.544 | 67393 |
| Oven & Hob$2247 | 19.60169 | -24.64467 | 3919.073 | 67393 |
| imputedTotalDemand_circuitsToSum_v1.1 | 945.58519 | -1284.93400 | 7143.127 | 67393 |
| All | 339.06930 | -1293.19033 | 7143.127 | 471751 |
## #-> Dwelling: rf_07
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Incomer 1 - Uncontrolled$2726 | 256.32565 | -41.633333 | 2999.776 | 69310 |
| Incomer 2 - Uncontrolled$2725 | 349.88123 | 0.000000 | 5118.139 | 69310 |
| Kitchen Appliances & Laundry$2722 | 202.35191 | -41.100000 | 2440.366 | 69310 |
| Microwave$2721 | 41.62986 | 0.000000 | 1788.205 | 69310 |
| Oven$2724 | 104.75711 | 0.000000 | 3399.987 | 69310 |
| Workshop$2723 | 18.99376 | -7.428571 | 1759.159 | 69310 |
| imputedTotalDemand_circuitsToSum_v1.1 | 606.24733 | 20.433333 | 5912.322 | 69310 |
| All | 225.74098 | -41.633333 | 5912.322 | 485170 |
## #-> Dwelling: rf_08
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$2092 | 67.12562 | 0.000 | 2036.822 | 51639 |
| Hot Water - Controlled$2094 | 272.31189 | 0.000 | 2366.140 | 51639 |
| Incomer - Uncontrolled$2093 | 772.53902 | 244.899 | 6425.929 | 51639 |
| Kitchen$2089 | 136.33455 | 0.000 | 2273.916 | 51639 |
| Laundry & 2nd Fridge Freezer$2090 | 146.05024 | 0.000 | 3843.133 | 51639 |
| Oven & Hob$2091 | 48.22041 | 0.000 | 3480.848 | 51639 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1044.94407 | 244.899 | 7882.448 | 51639 |
| All | 355.36083 | 0.000 | 7882.448 | 361473 |
## #-> Dwelling: rf_09
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump & Bedroom 2$2731 | 153.40526 | -26.87667 | 3242.937 | 17605 |
| Incomer 1 - Uncont - Inc Hob$2729 | 407.19026 | 38.83267 | 3396.080 | 17605 |
| Incomer 2 - Uncont - Inc Oven$2730 | 241.25607 | -26.04000 | 3920.391 | 17605 |
| Kitchen Appliances$2727 | 110.67502 | 24.50100 | 1271.055 | 17605 |
| Laundry$2732 | 16.05779 | 0.00000 | 1479.713 | 17605 |
| Lounge, Dining & Bedrooms$2728 | 169.89889 | 0.00000 | 3062.734 | 17605 |
| imputedTotalDemand_circuitsToSum_v1.1 | 648.58905 | 13.81733 | 5490.639 | 17605 |
| All | 249.58176 | -26.87667 | 5490.639 | 123235 |
## #-> Dwelling: rf_10
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Bedrooms & Lounge$2602 | 130.08729 | -358.24333 | 1319.592 | 60754 |
| Heat Pump$2598 | 48.31930 | 0.00000 | 2510.320 | 60754 |
| Incomer - All$2599 | 596.13591 | 89.53033 | 6202.287 | 60754 |
| Kitchen Appliances$2601 | 107.85218 | 0.00000 | 2090.831 | 60754 |
| Laundry & Garage$2597 | 223.85985 | 21.78100 | 3457.719 | 60754 |
| Oven$2600 | 28.88877 | 0.00000 | 2444.982 | 60754 |
| imputedTotalDemand_circuitsToSum_v1.1 | 596.16782 | 89.53033 | 6202.287 | 60754 |
| All | 247.33016 | -358.24333 | 6202.287 | 425278 |
## #-> Dwelling: rf_11
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump & Lounge$2590 | 227.02831 | 0.0000000 | 3314.134 | 74492 |
| Hob$2589 | 20.38968 | -0.7333333 | 2354.543 | 74492 |
| Hot Water Cpbd Heater- Cont$2586 | 75.77815 | 0.0000000 | 1955.707 | 74492 |
| Incomer - Uncontrolled$2585 | 444.84877 | 22.5333333 | 5982.562 | 74492 |
| Kitchen Appliances & Laundry$2588 | 141.11844 | 0.0000000 | 3144.275 | 74492 |
| Spa - Uncontrolled$2587 | 27.71096 | 0.0000000 | 3044.716 | 74492 |
| imputedTotalDemand_circuitsToSum_v1.1 | 548.36357 | 22.5333333 | 8698.006 | 74492 |
| All | 212.17684 | -0.7333333 | 8698.006 | 521444 |
## #-> Dwelling: rf_12
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Incomer 1 - Hot Water - Cont$2626 | 431.69058 | 0.00000 | 3057.669 | 13310 |
| Incomer 2 - Uncontrolled$2625 | 255.26592 | 16.27286 | 4005.747 | 13310 |
| Incomer 3 - Uncontrolled$2627 | 93.38327 | -32.41120 | 1023.548 | 13310 |
| Kitchen Appliances & Lounge$2630 | 147.10153 | -1.68640 | 2063.290 | 13310 |
| Laundry, Fridge & Microwave$2628 | 63.83951 | -26.40826 | 993.040 | 13310 |
| Oven$2629 | 93.47560 | 0.00000 | 3676.903 | 13310 |
| imputedTotalDemand_circuitsToSum_v1.1 | 780.43025 | 48.00048 | 6001.540 | 13310 |
| All | 266.45524 | -32.41120 | 6001.540 | 93170 |
## #-> Dwelling: rf_13
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Downstairs (inc 1 Heat Pump)$2212 | -8.074854 | -2583.5016667 | 2967.435 | 76421 |
| Hot Water - Controlled$2208 | 201.659286 | 0.0000000 | 2311.007 | 76421 |
| Incomer - Uncontrolled$2209 | 1453.548584 | 141.7340000 | 9575.828 | 76421 |
| Kitchen & Laundry$2213 | 433.057052 | 76.6173333 | 4445.761 | 76421 |
| Oven & Hob$2210 | 108.064739 | -0.5226667 | 3689.630 | 76421 |
| Upstairs Heat Pumps$2211 | 151.876469 | -46.2900000 | 2762.926 | 76421 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1453.681640 | 141.7340000 | 9575.828 | 76421 |
| All | 541.973274 | -2583.5016667 | 9575.828 | 534947 |
## #-> Dwelling: rf_14
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled$2719 | 229.63362 | -525.4233 | 963.0263 | 59477 |
| Incomer 1 - Uncont inc Stove$2718 | 280.63840 | 0.0000 | 4072.8347 | 59477 |
| Incomer 2 - Uncont inc Oven$2717 | 102.71532 | -1372.3987 | 2974.6097 | 59477 |
| Kitchen Appliances$2715 | 75.55101 | -586.9623 | 2694.3280 | 59477 |
| Laundry & Microwave$2720 | 172.13112 | 0.0000 | 3690.1560 | 59477 |
| Power Outlets$2716 | 37.49355 | -944.9340 | 1939.8627 | 59477 |
| imputedTotalDemand_circuitsToSum_v1.1 | 613.05153 | -1120.3857 | 6565.6810 | 59477 |
| All | 215.88779 | -1372.3987 | 6565.6810 | 416339 |
## #-> Dwelling: rf_15b
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hob$3954 | 18.63477 | -134.600000 | 1831.218 | 13040 |
| Hot Water$3952 | 411.24684 | 0.000000 | 1998.152 | 13040 |
| Incomer 1$3956 | 693.70182 | 1.139333 | 5209.020 | 13040 |
| Incomer 2$3955 | 561.38914 | -660.500000 | 5345.709 | 13040 |
| Laundry & Kitchen Appliances$3951 | 259.59320 | -564.166667 | 4637.651 | 13040 |
| Oven$3953 | 31.02041 | 0.000000 | 1648.313 | 13040 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1255.17370 | -586.433333 | 7318.499 | 13040 |
| All | 461.53712 | -660.500000 | 7318.499 | 91280 |
## #-> Dwelling: rf_16
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hallway & Washing Machine$2683 | 108.15574 | -4.552 | 990.3657 | 12416 |
| Hot Water - Controlled$2679 | 299.68561 | 0.000 | 2327.8963 | 12416 |
| Incomer 1 - Uncont inc Oven$2681 | 61.80580 | 0.000 | 2251.0390 | 12416 |
| Incomer 2 - Uncont inc Stove$2680 | 176.84312 | 0.000 | 2164.4770 | 12416 |
| Kitchen Appliances & Bedrooms$2684 | 39.71844 | 0.000 | 2247.6567 | 12416 |
| Microwave & Breadmaker$2682 | 59.20784 | 0.000 | 756.9517 | 12416 |
| imputedTotalDemand_circuitsToSum_v1.1 | 538.38054 | 23.855 | 4486.0077 | 12416 |
| All | 183.39958 | -4.552 | 4486.0077 | 86912 |
## #-> Dwelling: rf_17a
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$2148 | 25.98453 | 0.0000000 | 3489.125 | 32019 |
| Hot Water - Controlled$2150 | 88.39686 | -0.0333333 | 2056.734 | 32019 |
| Incomer 1 - Uncont - inc Hob$2152 | 200.58446 | 21.2280000 | 4712.595 | 32019 |
| Incomer 2 - Uncont - inc Oven$2151 | 237.83215 | -376.0673333 | 4797.083 | 32019 |
| Kitchen Appliances$2147 | 98.30310 | -379.2153333 | 1748.831 | 32019 |
| Laundry$2149 | 24.14114 | 0.0000000 | 2147.561 | 32019 |
| imputedTotalDemand_circuitsToSum_v1.1 | 526.84766 | -332.6076667 | 7611.202 | 32019 |
| All | 171.72713 | -379.2153333 | 7611.202 | 224133 |
## #-> Dwelling: rf_17b
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Incomer 1 - inc Top Oven$5620 | 137.337266 | 0.00000 | 2831.7230 | 9236 |
| Incomer 2 - inc Bottom Oven$5621 | 216.669305 | 36.21833 | 2333.4967 | 9236 |
| Kitchen Appliances$5625 | 22.834176 | 0.00000 | 622.9377 | 9236 |
| Laundry & Garage$5624 | 85.773057 | 0.00000 | 2039.3000 | 9236 |
| Lighting 1/2$5623 | -1.736804 | -68.60867 | 14.6000 | 9236 |
| Lighting 2/2$5622 | 7.948279 | 0.00000 | 166.4357 | 9236 |
| imputedTotalDemand_circuitsToSum_v1.1 | 354.009028 | 42.60500 | 3819.8710 | 9236 |
| All | 117.547758 | -68.60867 | 3819.8710 | 64652 |
## #-> Dwelling: rf_18
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled$2129 | 348.40618 | -74.2000 | 2107.445 | 18032 |
| Incomer 1 - Uncontrolled$2128 | 237.97939 | 0.0000 | 3485.951 | 18032 |
| Incomer 2 - Uncontrolled$2130 | 857.55685 | -890.5782 | 6400.352 | 18032 |
| Kitchen Appliances & Ventilati$2131 | 438.88811 | -500.2655 | 3044.483 | 18032 |
| Laundry & Hob$2133 | 92.18203 | 0.0000 | 3457.229 | 18032 |
| Oven$2132 | 35.22306 | -1067.5630 | 2143.595 | 18032 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1444.10304 | -373.0617 | 10051.113 | 18032 |
| All | 493.47695 | -1067.5630 | 10051.113 | 126224 |
## #-> Dwelling: rf_19
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Bedroom & Lounge Heat Pumps$2741 | 92.8872070 | 0.0000000 | 2555.71900 | 74276 |
| Incomer 1 - All$2738 | -293.6615084 | -3698.6333333 | 2592.05167 | 74276 |
| Incomer 2 - All$2737 | -296.0497400 | -3929.0263333 | 4736.61867 | 74276 |
| Kitchen Appliances$2735 | 13.3428002 | -0.0333333 | 1504.76733 | 74276 |
| Laundry$2734 | 20.1366382 | 0.0000000 | 3288.41833 | 74276 |
| Oven$2736 | 0.3322254 | -107.1110000 | 1698.06167 | 74276 |
| PV 1$2739 | -595.1074554 | -3966.1063333 | 38.18667 | 74276 |
| PV 2$2733 | -605.9072110 | -4037.0730000 | 27.97800 | 74276 |
| Theatre Heat Pump$2740 | 2.9081021 | -3.2666667 | 999.08700 | 74276 |
| imputedTotalDemand_circuitsToSum_v1.1 | -589.6747333 | -7627.6596667 | 5541.25500 | 74276 |
| All | -225.0793675 | -7627.6596667 | 5541.25500 | 742760 |
## #-> Dwelling: rf_20
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump & Misc$2107 | 176.61447 | -173.07200 | 1701.146 | 18124 |
| Hob$2109 | 22.80259 | -1820.11200 | 2409.673 | 18124 |
| Hot Water - Controlled$2110 | 274.15836 | 0.00000 | 3163.168 | 18124 |
| Incomer 1 - Uncontrolled$2112 | 265.53331 | 38.48700 | 3408.817 | 18124 |
| Incomer 2 - Uncontrolled$2111 | 273.81090 | -319.71800 | 2726.963 | 18124 |
| Oven & Kitchen Appliances$2108 | 262.49413 | 39.13333 | 3397.599 | 18124 |
| imputedTotalDemand_circuitsToSum_v1.1 | 813.60345 | -79.40167 | 7239.907 | 18124 |
| All | 298.43103 | -1820.11200 | 7239.907 | 126868 |
## #-> Dwelling: rf_21
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Fridge$2752 | 116.87211 | 0.000000 | 1212.828 | 33684 |
| Heat Pump & Washing Machine$2750 | 113.52252 | 0.000000 | 3120.887 | 33684 |
| Incomer - All$2748 | 483.35836 | 56.122000 | 5653.114 | 33684 |
| Kitchen Appliances & Garage$2753 | 46.27248 | -2.523333 | 1952.114 | 33684 |
| Lower Bedrooms & Bathrooms$2751 | 43.39302 | -2.128333 | 1429.159 | 33684 |
| Oven$2749 | 26.93497 | 0.000000 | 2183.971 | 33684 |
| imputedTotalDemand_circuitsToSum_v1.1 | 483.39078 | 56.122000 | 5653.114 | 33684 |
| All | 187.67775 | -2.523333 | 5653.114 | 235788 |
## #-> Dwelling: rf_22
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled$2236 | 355.44151 | 0.00000 | 2050.544 | 62880 |
| Incomer - Uncontrolled$2237 | 936.13531 | 49.62267 | 6899.700 | 62880 |
| Kitchen & Laundry$2234 | 199.11520 | 0.00000 | 2924.924 | 62880 |
| Lighting$2232 | 300.74459 | 0.00000 | 3411.401 | 62880 |
| Oven$2235 | 31.56112 | -431.90800 | 2339.331 | 62880 |
| Ventilation & Lounge Power$2233 | 396.92523 | 30.17100 | 4409.606 | 62880 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1291.67898 | 61.51000 | 8019.169 | 62880 |
| All | 501.65742 | -431.90800 | 8019.169 | 440160 |
## #-> Dwelling: rf_23
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled (HEMS)$2081 | 264.07706 | 0.000000 | 1459.965 | 76868 |
| Incomer - Uncontrolled$2082 | 803.24770 | -1632.683667 | 5942.441 | 76868 |
| Kitchen, Laundry & Ventilation$2084 | 240.00245 | 41.791000 | 3810.431 | 76868 |
| Oven$2085 | 40.11669 | -1.840667 | 3301.906 | 76868 |
| PV & Storage$2083 | -99.09319 | -2044.630667 | 2049.756 | 76868 |
| Spa (HEMS)$2080 | 254.20927 | 0.000000 | 2126.470 | 76868 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1067.43802 | -1632.683667 | 6676.896 | 76868 |
| All | 367.14257 | -2044.630667 | 6676.896 | 538076 |
## #-> Dwelling: rf_24
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled$2102 | 466.18275 | -0.1333333 | 3200.062000 | 71418 |
| Incomer - Uncontrolled$2101 | -384.78016 | -4316.0373333 | 3881.325333 | 71418 |
| Kitchen$2104 | 40.45919 | 0.0000000 | 1838.259167 | 71418 |
| Laundry, Fridge & Freezer$2105 | 97.93278 | -25.6320000 | 1286.747667 | 71418 |
| Oven & Hob$2103 | 47.33216 | 0.0000000 | 3357.078333 | 71418 |
| PV$2106 | -797.51196 | -4549.2590000 | 5.766667 | 71418 |
| imputedTotalDemand_circuitsToSum_v1.1 | 81.42552 | -4316.0373333 | 6319.660667 | 71418 |
| All | -64.13710 | -4549.2590000 | 6319.660667 | 499926 |
## #-> Dwelling: rf_25
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$2758 | 88.88346 | -0.0333333 | 1734.691 | 23570 |
| Hob & Kitchen Appliances$2759 | 349.55367 | 0.0000000 | 2379.292 | 23570 |
| Hot Water - Controlled$2761 | 258.40103 | 0.0000000 | 2853.940 | 23570 |
| Incomer 1 - Uncontrolled $2763 | 462.20069 | 0.0000000 | 4566.728 | 23570 |
| Incomer 2 - Uncontrolled $2762 | 397.27281 | 0.0000000 | 2478.952 | 23570 |
| Oven$2760 | 52.59379 | 0.0000000 | 1777.121 | 23570 |
| imputedTotalDemand_circuitsToSum_v1.1 | 859.53641 | 19.0990000 | 5062.934 | 23570 |
| All | 352.63455 | -0.0333333 | 5062.934 | 164990 |
## #-> Dwelling: rf_26
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Incomer 1 - All$2703 | 260.89635 | -65.777778 | 3598.296 | 68111 |
| Incomer 2 - All$2704 | 453.05564 | -544.655333 | 4118.930 | 68111 |
| Kitchen Appliances$2706 | 51.20405 | -3.982778 | 2322.703 | 68111 |
| Laundry, Sauna & 2nd Fridge$2707 | 63.53170 | -7.444444 | 2557.823 | 68111 |
| Oven$2705 | 15.13220 | 0.000000 | 2590.046 | 68111 |
| Spa$2708 | 410.22441 | 0.000000 | 3374.302 | 68111 |
| imputedTotalDemand_circuitsToSum_v1.1 | 714.04157 | -413.799333 | 6058.264 | 68111 |
| All | 281.15513 | -544.655333 | 6058.264 | 476777 |
## #-> Dwelling: rf_27
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Bed 2, 2nd Fridge$2828 | 80.17973 | 0.00000 | 926.5203 | 30311 |
| Heat Pump$2826 | 138.45418 | 0.00000 | 2457.0843 | 30311 |
| Hot Water - Controlled$2825 | 278.22393 | 0.00000 | 1625.1450 | 30311 |
| Incomer - Uncontrolled$2824 | 839.96004 | 135.34800 | 6587.1657 | 30311 |
| Kitchen, Laundry & Beds 1&3$2829 | 344.66051 | 19.90727 | 2555.6150 | 30305 |
| Oven & Oven Wall Appliances$2827 | 38.18063 | 0.00000 | 2495.7013 | 30311 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1118.44838 | 138.38567 | 6806.3293 | 30311 |
| All | 405.44563 | 0.00000 | 6806.3293 | 212171 |
## #-> Dwelling: rf_28
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4219 | 51.89516 | 0.000000 | 2463.9630 | 2885 |
| Incomer - All$4221 | -135.60611 | -2794.550333 | 4676.1890 | 2885 |
| Kitchen Appliances$4216 | 69.36095 | -3.636364 | 1428.4331 | 2885 |
| Laundry$4217 | 27.77702 | 0.000000 | 333.0917 | 2885 |
| Lighting$4218 | 32.79797 | 0.000000 | 226.4063 | 2885 |
| PV & Garage$4220 | -489.75448 | -3071.270333 | 93.1820 | 2885 |
| imputedTotalDemand_circuitsToSum_v1.1 | -135.49572 | -2794.550333 | 4676.1890 | 2885 |
| All | -82.71789 | -3071.270333 | 4676.1890 | 20195 |
## #-> Dwelling: rf_29
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump & Kitchen Appliances$4186 | 592.044069 | 0.000000 | 3760.9203 | 59922 |
| Hot Water - Controlled$4184 | 339.925815 | 0.000000 | 3242.0953 | 59922 |
| Incomer - Uncontrolled$4181 | 1262.522415 | 21.500000 | 6046.0460 | 59922 |
| Laundry$4185 | 3.586081 | -1.773684 | 184.7330 | 59922 |
| Lighting$4183 | 88.229156 | 0.000000 | 740.6183 | 59922 |
| Oven$4182 | 26.576065 | 0.000000 | 3484.1950 | 59922 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1602.535408 | 21.500000 | 8395.3977 | 59922 |
| All | 559.345573 | -1.773684 | 8395.3977 | 419454 |
## #-> Dwelling: rf_30
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled$4238 | 190.47906 | -1.314333 | 1473.254 | 24801 |
| Incomer - All$4239 | 743.47460 | 115.755333 | 5173.553 | 24801 |
| Kitchen Appliances$4234 | 286.83927 | 50.316000 | 2617.753 | 24801 |
| Laundry & Kitchen$4235 | 15.00388 | 0.000000 | 1073.849 | 24801 |
| Lighting$4236 | 114.88548 | -0.367000 | 1440.129 | 24801 |
| Oven & Hobb$4237 | 26.52416 | 0.000000 | 2908.371 | 24801 |
| imputedTotalDemand_circuitsToSum_v1.1 | 743.53834 | 115.755333 | 5173.553 | 24801 |
| All | 302.96354 | -1.314333 | 5173.553 | 173607 |
## #-> Dwelling: rf_31
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4204 | 132.24442 | 0.000 | 2462.601 | 63461 |
| Hot Water - Controlled$4200 | 54.63796 | 0.000 | 1917.637 | 63461 |
| Incomer - All$4199 | 682.24437 | 39.786 | 7101.946 | 63461 |
| Kitchen Appliances$4201 | 147.20703 | 0.000 | 3227.045 | 63461 |
| Laundry$4202 | 20.63545 | 0.000 | 2096.166 | 63461 |
| Lighting$4203 | 75.32588 | 0.000 | 1299.301 | 63461 |
| imputedTotalDemand_circuitsToSum_v1.1 | 682.31377 | 39.786 | 7101.946 | 63461 |
| All | 256.37270 | 0.000 | 7101.946 | 444227 |
## #-> Dwelling: rf_32
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4196 | 67.805397 | 0 | 2470.511 | 18044 |
| Hot Water - Controlled$4198 | 283.857462 | 0 | 1480.453 | 18044 |
| Incomer - All$4193 | 677.663999 | 0 | 7882.022 | 18044 |
| Kitchen Appliances$4195 | 113.946538 | 0 | 2454.631 | 18044 |
| Laundry$4194 | 5.242116 | 0 | 1700.831 | 18044 |
| Lighting$4197 | 22.238769 | 0 | 751.784 | 18044 |
| imputedTotalDemand_circuitsToSum_v1.1 | 677.714009 | 0 | 7882.022 | 18044 |
| All | 264.066899 | 0 | 7882.022 | 126308 |
## #-> Dwelling: rf_33
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water - Controlled$4144 | 288.89318 | 0.0000 | 2147.5373 | 55442 |
| Incomer - Uncontrolled$4143 | 519.82255 | 138.1567 | 5115.2227 | 55442 |
| Kitchen Appliances & Heat Pump$4140 | 272.44582 | 62.9900 | 3180.3123 | 55442 |
| Laundry & Teenagers Bedroom$4139 | 47.66568 | 0.0000 | 1804.7990 | 55442 |
| Lighting$4142 | 24.82534 | 0.0000 | 731.3517 | 55442 |
| Oven, Hob & Microwave$4141 | 36.87318 | 0.0000 | 3614.1510 | 55442 |
| imputedTotalDemand_circuitsToSum_v1.1 | 808.81569 | 138.1567 | 7016.9233 | 55442 |
| All | 285.62021 | 0.0000 | 7016.9233 | 388094 |
## #-> Dwelling: rf_34
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4223 | 196.46816 | 0 | 4982.931 | 24373 |
| Hot Water - Uncontrolled$4224 | 329.87038 | 0 | 3901.050 | 24373 |
| Incomer - All$4225 | 1159.39702 | 0 | 9469.695 | 24373 |
| Kitchen Appliances$4226 | 178.94462 | 0 | 2362.236 | 24373 |
| Laundry & Garage Freezer$4227 | 104.93907 | 0 | 2209.190 | 24373 |
| Lighting$4222 | 96.63415 | 0 | 1078.365 | 24373 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1159.42800 | 0 | 9469.695 | 24373 |
| All | 460.81163 | 0 | 9469.695 | 170611 |
## #-> Dwelling: rf_35
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4124 | 58.91764 | 0.0000 | 1329.501 | 26083 |
| Hot Water - Uncontrolled$4125 | 238.36225 | -208.2333 | 2967.400 | 26083 |
| Incomer - Uncontrolled$4126 | 1101.61843 | 118.8083 | 5252.648 | 26083 |
| Kitchen Appliances$4121 | 91.91850 | 0.0000 | 1670.461 | 26083 |
| Laundry, Garage Fridge Freezer$4122 | 124.96889 | 25.6400 | 2389.454 | 26083 |
| Lighting$4123 | 74.64069 | 0.0000 | 869.856 | 26083 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1340.13736 | 118.8083 | 7202.184 | 26083 |
| All | 432.93768 | -208.2333 | 7202.184 | 182581 |
## #-> Dwelling: rf_36
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4150 | 104.85081 | 0.0000000 | 2566.7637 | 53554 |
| Hot Water - Uncontrolled$4147 | 296.36297 | -2.2786667 | 3137.1947 | 53554 |
| Incomer - All$4148 | 830.22911 | 20.0350000 | 9557.4647 | 53554 |
| Kitchen Appliances$4145 | 34.22702 | -9.3226667 | 2367.1767 | 53554 |
| Lighting$4149 | 49.72965 | -0.7756667 | 677.3097 | 53554 |
| Washing Machine$4146 | 3.65723 | -0.7916667 | 454.5093 | 53554 |
| imputedTotalDemand_circuitsToSum_v1.1 | 830.31644 | 20.0350000 | 9557.4647 | 53554 |
| All | 307.05332 | -9.3226667 | 9557.4647 | 374878 |
## #-> Dwelling: rf_37
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4134 | 48.81921 | -64.270 | 2224.3923 | 63760 |
| Hot Water - Controlled$4135 | 279.51827 | 0.000 | 3152.7550 | 63760 |
| Incomer -Uncontrolled$4136 | 291.47084 | 43.309 | 3890.5817 | 63760 |
| Kitchen Appliances$4137 | 141.99467 | 19.348 | 1505.9013 | 63760 |
| Laundry & Fridge Freezer$4138 | 55.40102 | 0.000 | 1136.2677 | 63760 |
| Lighting$4133 | 14.65210 | 0.000 | 520.4113 | 63760 |
| imputedTotalDemand_circuitsToSum_v1.1 | 571.01905 | 43.309 | 5955.6347 | 63760 |
| All | 200.41074 | -64.270 | 5955.6347 | 446320 |
## #-> Dwelling: rf_38
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4175 | 242.51194 | -7.850667 | 2485.8203 | 33011 |
| Hot Water - Controlled$4178 | 483.01857 | -1.962667 | 3058.4537 | 33011 |
| Incomer - Uncontrolled$4177 | 567.92404 | 53.086000 | 4309.8773 | 33011 |
| Kitchen, Dining & Office$4179 | 118.83712 | 0.000000 | 2221.4497 | 33011 |
| Laundry, Lounge, Garage, Bed$4180 | 108.08280 | 0.000000 | 871.6080 | 33011 |
| Lighting$4176 | 50.85886 | 0.000000 | 728.8043 | 33011 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1050.97562 | 53.868000 | 6621.2760 | 33011 |
| All | 374.60128 | -7.850667 | 6621.2760 | 231077 |
## #-> Dwelling: rf_39
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Hot Water (2 elements)$4247 | 398.64564 | 0.00000 | 3317.472 | 56686 |
| Incomer - Uncontrolled$4248 | 1536.80037 | 142.28900 | 8563.603 | 56686 |
| Kitchen Appliances$4244 | 196.30065 | -40.22077 | 2766.920 | 56686 |
| Lighting & 2 Towel Rail$4245 | 277.43147 | 0.00000 | 2101.948 | 56686 |
| Oven$4246 | 52.06442 | 0.00000 | 3053.337 | 56686 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1935.63494 | 142.28900 | 10760.555 | 56686 |
| All | 732.81291 | -40.22077 | 10760.555 | 340116 |
## #-> Dwelling: rf_40
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump (x2) & Lounge Power$4166 | 330.6677 | 0.0000000 | 5340.9140 | 11618 |
| Hot Water - Controlled$4167 | 336.3902 | 0.0000000 | 1991.9203 | 11618 |
| Incomer - Uncontrolled$4168 | 855.0246 | 46.7286364 | 7003.3600 | 11618 |
| Kitchen Appliances$4163 | 137.8220 | -13.1000000 | 1936.0547 | 11618 |
| Laundry$4164 | 20.8082 | -0.0833333 | 2218.3740 | 11618 |
| Lighting$4165 | 144.2461 | 0.0000000 | 792.7483 | 11618 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1191.5785 | 46.7286364 | 7855.8450 | 11618 |
| All | 430.9339 | -13.1000000 | 7855.8450 | 81326 |
## #-> Dwelling: rf_41
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4190 | 53.39034 | 0.00000 | 3579.525 | 50530 |
| Incomer - All$4192 | 1028.85063 | 100.08300 | 7580.263 | 50530 |
| Kitchen Appliances$4187 | 294.08670 | 32.34867 | 3484.788 | 50530 |
| Laundry$4188 | 139.47248 | 16.19667 | 3301.477 | 50530 |
| Lighting$4189 | 150.42851 | 0.00000 | 1783.119 | 50530 |
| Oven$4191 | 35.37397 | 0.00000 | 2443.117 | 50530 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1029.11708 | 100.08300 | 7580.263 | 50530 |
| All | 390.10282 | 0.00000 | 7580.263 | 353710 |
## #-> Dwelling: rf_42
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4130 | 44.57885 | 0.000 | 2394.087 | 32529 |
| Hot Water - Uncontrolled$4131 | 369.39064 | 0.000 | 3082.225 | 32529 |
| Incomer - All$4132 | 1230.59328 | 78.113 | 9511.441 | 32529 |
| Kitchen Appliances$4127 | 161.60835 | 0.000 | 2225.846 | 32529 |
| Laundry & Freezer$4128 | 131.29429 | 0.000 | 1633.096 | 32529 |
| Lighting (inc heat lamps)$4129 | 361.12577 | 0.000 | 3528.905 | 32529 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1230.65249 | 78.113 | 9511.441 | 32529 |
| All | 504.17767 | 0.000 | 9511.441 | 227703 |
## #-> Dwelling: rf_43
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4211 | 195.49477 | 0.00 | 1717.945 | 9878 |
| Incomer - All$4213 | 626.78328 | 16.40 | 4220.100 | 9878 |
| Kitchen Appliances$4210 | 134.94147 | 0.00 | 2657.540 | 9878 |
| Laundry, Garage & Guest Bed$4215 | 11.16818 | 0.00 | 343.220 | 9878 |
| Lighting$4212 | 101.58944 | 0.00 | 1003.771 | 9878 |
| Oven$4214 | 15.43599 | -4.37 | 2011.064 | 9878 |
| imputedTotalDemand_circuitsToSum_v1.1 | 626.83708 | 16.40 | 4220.100 | 9878 |
| All | 244.60717 | -4.37 | 4220.100 | 69146 |
## #-> Dwelling: rf_44
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4154 | 100.53545 | -51.46967 | 2088.850 | 63527 |
| Hot Water - Controlled$4155 | 491.27149 | 0.00000 | 3317.720 | 63527 |
| Incomer - Uncontrolled$4156 | 606.20982 | 77.37600 | 6656.751 | 63527 |
| Kitchen Appliances$4151 | 123.97803 | 0.00000 | 2312.836 | 63527 |
| Laundry $4152 | 33.07550 | 0.00000 | 2336.731 | 63527 |
| Lighting$4153 | 95.11141 | 0.00000 | 1485.102 | 63527 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1097.55765 | 77.37600 | 9833.222 | 63527 |
| All | 363.96276 | -51.46967 | 9833.222 | 444689 |
## #-> Dwelling: rf_45
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump$4160 | 94.24142 | 0.000 | 2654.288 | 27332 |
| Hot Water - Controlled$4158 | 316.89667 | 0.000 | 3096.385 | 27332 |
| Incomer - Uncontrolled$4157 | 455.17969 | 30.576 | 4620.431 | 27332 |
| Kitchen Appliances$4161 | 92.33676 | 0.000 | 1757.619 | 27332 |
| Laundry & Garage Fridge$4162 | 37.18851 | 0.000 | 1716.550 | 27332 |
| Lighting$4159 | 82.99439 | 0.000 | 1686.921 | 27332 |
| imputedTotalDemand_circuitsToSum_v1.1 | 772.12751 | 30.576 | 7298.491 | 27332 |
| All | 264.42357 | 0.000 | 7298.491 | 191324 |
## #-> Dwelling: rf_46
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pumps (2x) & Power$4232 | 250.567902 | 5.9150000 | 2959.36400 | 45290 |
| Heat Pumps (2x) & Power$4399 | -47.900913 | -242.3875862 | 452.67700 | 36699 |
| Heat Pumps (2x) & Power1$4232 | 235.389913 | 5.9150000 | 2959.36400 | 19407 |
| Heat Pumps (2x) & Power2$4399 | -66.279776 | -241.6986667 | 249.05133 | 19407 |
| Heat Pumps (2x) & Power_Imag$4399 | -105.075756 | -269.7236667 | 250.48667 | 7583 |
| Hot Water - Controlled$4231 | 232.173040 | -2.4533333 | 2136.31467 | 45290 |
| Hot Water - Controlled$4400 | 2.360899 | -31.1823333 | 52.38333 | 36699 |
| Hot Water - Controlled1$4231 | 264.633198 | -0.5696667 | 2137.98800 | 19407 |
| Hot Water - Controlled2$4400 | 2.892765 | -26.6316667 | 56.67100 | 19407 |
| Hot Water - Controlled_Imag$4400 | 1.385089 | -32.4076667 | 89.83967 | 7583 |
| Incomer - Uncontrolled$4230 | 1286.215901 | 136.3493333 | 8336.38900 | 45290 |
| Incomer - Uncontrolled$4401 | 221.695045 | -234.9800000 | 1400.39000 | 36699 |
| Incomer - Uncontrolled1$4230 | 1602.818895 | 188.3213333 | 8336.38900 | 19407 |
| Incomer - Uncontrolled2$4401 | 308.790044 | -171.7506667 | 1291.09467 | 19407 |
| Incomer - Uncontrolled_Imag$4401 | 164.224745 | -280.3576667 | 1306.42600 | 7583 |
| Incomer Voltage$4405 | 233.044650 | 217.7060000 | 238.86733 | 48543 |
| Kitchen & Bedrooms$4229 | 163.253834 | 0.0000000 | 2106.42233 | 45290 |
| Kitchen & Bedrooms$4402 | 47.121095 | -45.3023333 | 334.21533 | 36699 |
| Kitchen & Bedrooms1$4229 | 117.717179 | 0.0000000 | 1436.52000 | 19407 |
| Kitchen & Bedrooms2$4402 | 39.627458 | -37.7376667 | 205.68133 | 19407 |
| Kitchen & Bedrooms_Imag$4402 | 98.201280 | -41.4986667 | 204.52167 | 7583 |
| Laundry & Bedrooms$4228 | 228.305912 | 0.0000000 | 3784.37833 | 45290 |
| Laundry & Bedrooms$4403 | 92.507158 | -60.2600000 | 798.75467 | 36699 |
| Laundry & Bedrooms1$4228 | 285.920723 | 0.0000000 | 3784.37833 | 19407 |
| Laundry & Bedrooms2$4403 | 105.456512 | -42.1250000 | 732.26300 | 19407 |
| Laundry & Bedrooms_Imag$4403 | 4.987965 | -113.9056667 | 439.69933 | 7583 |
| Lighting$4233 | 331.123502 | 0.0000000 | 2187.10800 | 45290 |
| Lighting$4404 | 29.693003 | -127.2770000 | 496.45367 | 36699 |
| Lighting1$4233 | 440.831532 | 41.4000000 | 2187.10800 | 19407 |
| Lighting2$4404 | 42.555726 | -127.2770000 | 415.55300 | 19407 |
| Lighting_Imag$4404 | 9.506655 | -96.2106667 | 471.37133 | 7583 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1504.213795 | 136.3493333 | 10156.21067 | 49551 |
| All | 320.458233 | -280.3576667 | 10156.21067 | 868410 |
## #-> Dwelling: rf_47
| circuit | meanPowerW | minPowerW | maxPowerW | nObs |
|---|---|---|---|---|
| Heat Pump & 2 x Bathroom Heat$4171 | 119.058261 | 0.000000 | 3559.722 | 19625 |
| Incomer - All$4170 | 415.505533 | 67.949333 | 6192.582 | 19625 |
| Kitchen Power & Heat, Lounge$4174 | 142.513254 | 13.809667 | 2670.404 | 19625 |
| Laundry, Garage & 2 Bedrooms$4173 | 9.693883 | -1.472000 | 1773.141 | 19625 |
| Lighting$4172 | 22.702200 | 0.000000 | 1089.850 | 19625 |
| Wall Oven$4169 | 26.401845 | -2.422667 | 2473.255 | 19625 |
| imputedTotalDemand_circuitsToSum_v1.1 | 415.526033 | 67.949333 | 6192.582 | 19625 |
| All | 164.485858 | -2.422667 | 6192.582 | 137375 |
| circuitLabel | nObs | nDwellings | meanW |
|---|---|---|---|
| Bed 2, 2nd Fridge | 30311 | 1 | 80.179734 |
| Bedroom & Lounge Heat Pumps | 74276 | 1 | 92.887207 |
| Bedrooms & Lounge | 60754 | 1 | 130.087294 |
| Cooking Bath tile heat | 19412 | 1 | 135.770702 |
| Downstairs (inc 1 Heat Pump) | 76421 | 1 | -8.074854 |
| Fridge | 53096 | 2 | 81.082776 |
| Hallway & Washing Machine | 12416 | 1 | 108.155741 |
| Heat Pump | 667260 | 18 | 92.005183 |
| Heat Pump & 2 x Bathroom Heat | 19625 | 1 | 119.058261 |
| Heat Pump & Bedroom 2 | 17605 | 1 | 153.405256 |
| Heat Pump & Kitchen Appliances | 59922 | 1 | 592.044069 |
| Heat Pump & Lounge | 74492 | 1 | 227.028306 |
| Heat Pump & Misc | 18124 | 1 | 176.614469 |
| Heat Pump & Washing Machine | 33684 | 1 | 113.522523 |
| Heat Pump (x2) & Lounge Power | 11618 | 1 | 330.667698 |
| Heat Pumps (2x) & Power | 81989 | 1 | 116.970626 |
| Heat Pumps (2x) & Power1 | 19407 | 1 | 235.389913 |
| Heat Pumps (2x) & Power2 | 19407 | 1 | -66.279776 |
| Heat Pumps (2x) & Power_Imag | 7583 | 1 | -105.075756 |
| Heating | 47813 | 2 | 635.647001 |
| Hob | 105656 | 3 | 20.586993 |
| Hob & Kitchen Appliances | 23570 | 1 | 349.553675 |
| Hot Water | 32452 | 2 | 305.402252 |
| Hot Water (2 elements) | 56686 | 1 | 398.645643 |
| Hot Water - Controlled | 1026607 | 23 | 289.520647 |
| Hot Water - Controlled (HEMS) | 76868 | 1 | 264.077055 |
| Hot Water - Controlled1 | 19407 | 1 | 264.633198 |
| Hot Water - Controlled2 | 19407 | 1 | 2.892765 |
| Hot Water - Controlled_Imag | 7583 | 1 | 1.385089 |
| Hot Water - Uncontrolled | 136539 | 4 | 308.662463 |
| Hot Water Cpbd Heater- Cont | 74492 | 1 | 75.778150 |
| Hot water | 28401 | 1 | 216.747444 |
| Incomer - All | 394118 | 12 | 774.270597 |
| Incomer - Uncontrolled | 927032 | 17 | 759.939524 |
| Incomer - Uncontrolled1 | 19407 | 1 | 1602.818895 |
| Incomer - Uncontrolled2 | 19407 | 1 | 308.790044 |
| Incomer - Uncontrolled_Imag | 7583 | 1 | 164.224745 |
| Incomer -Uncontrolled | 63760 | 1 | 291.470842 |
| Incomer 1 | 13040 | 1 | 693.701816 |
| Incomer 1 - All | 142387 | 2 | -28.388060 |
| Incomer 1 - Hot Water - Cont | 13310 | 1 | 431.690584 |
| Incomer 1 - Uncont - Inc Hob | 17605 | 1 | 407.190261 |
| Incomer 1 - Uncont - inc Hob | 32019 | 1 | 200.584456 |
| Incomer 1 - Uncont inc Oven | 12416 | 1 | 61.805799 |
| Incomer 1 - Uncont inc Stove | 59477 | 1 | 280.638399 |
| Incomer 1 - Uncontrolled | 105466 | 3 | 254.771216 |
| Incomer 1 - Uncontrolled | 23570 | 1 | 462.200693 |
| Incomer 1 - inc Top Oven | 9236 | 1 | 137.337266 |
| Incomer 2 | 13040 | 1 | 561.389137 |
| Incomer 2 - All | 142387 | 2 | 62.285760 |
| Incomer 2 - Uncont - Inc Oven | 17605 | 1 | 241.256073 |
| Incomer 2 - Uncont - inc Oven | 32019 | 1 | 237.832149 |
| Incomer 2 - Uncont inc Oven | 59477 | 1 | 102.715324 |
| Incomer 2 - Uncont inc Stove | 12416 | 1 | 176.843124 |
| Incomer 2 - Uncontrolled | 118776 | 4 | 404.743984 |
| Incomer 2 - Uncontrolled | 23570 | 1 | 397.272814 |
| Incomer 2 - inc Bottom Oven | 9236 | 1 | 216.669305 |
| Incomer 3 - Uncontrolled | 13310 | 1 | 93.383268 |
| Incomer Voltage | 48543 | 1 | 233.044650 |
| Kitchen | 190450 | 3 | 89.979009 |
| Kitchen & Bedrooms | 81989 | 1 | 111.271795 |
| Kitchen & Bedrooms1 | 19407 | 1 | 117.717179 |
| Kitchen & Bedrooms2 | 19407 | 1 | 39.627458 |
| Kitchen & Bedrooms_Imag | 7583 | 1 | 98.201280 |
| Kitchen & Laundry | 139301 | 2 | 327.456494 |
| Kitchen Appliances | 850539 | 22 | 119.650595 |
| Kitchen Appliances & Bedrooms | 12416 | 1 | 39.718440 |
| Kitchen Appliances & Garage | 33684 | 1 | 46.272475 |
| Kitchen Appliances & Heat Pump | 55442 | 1 | 272.445819 |
| Kitchen Appliances & Laundry | 143802 | 2 | 170.631882 |
| Kitchen Appliances & Lounge | 13310 | 1 | 147.101534 |
| Kitchen Appliances & Ventilati | 18032 | 1 | 438.888107 |
| Kitchen Power & Heat, Lounge | 19625 | 1 | 142.513254 |
| Kitchen power | 28401 | 1 | 203.905063 |
| Kitchen, Dining & Office | 33011 | 1 | 118.837116 |
| Kitchen, Laundry & Beds 1&3 | 30305 | 1 | 344.660508 |
| Kitchen, Laundry & Ventilation | 76868 | 1 | 240.002448 |
| Laundry | 330360 | 9 | 34.930961 |
| Laundry | 63527 | 1 | 33.075498 |
| Laundry & 2nd Fridge Freezer | 51639 | 1 | 146.050245 |
| Laundry & Bedrooms | 81989 | 1 | 167.521191 |
| Laundry & Bedrooms1 | 19407 | 1 | 285.920723 |
| Laundry & Bedrooms2 | 19407 | 1 | 105.456512 |
| Laundry & Bedrooms_Imag | 7583 | 1 | 4.987965 |
| Laundry & Freezer | 32529 | 1 | 131.294286 |
| Laundry & Fridge Freezer | 63760 | 1 | 55.401022 |
| Laundry & Garage | 69990 | 2 | 205.637681 |
| Laundry & Garage Freezer | 24373 | 1 | 104.939074 |
| Laundry & Garage Fridge | 27332 | 1 | 37.188510 |
| Laundry & Hob | 18032 | 1 | 92.182031 |
| Laundry & Kitchen | 24801 | 1 | 15.003878 |
| Laundry & Kitchen Appliances | 13040 | 1 | 259.593196 |
| Laundry & Microwave | 59477 | 1 | 172.131117 |
| Laundry & Teenagers Bedroom | 55442 | 1 | 47.665682 |
| Laundry, Downstairs & Lounge | 67393 | 1 | 239.235944 |
| Laundry, Fridge & Freezer | 71418 | 1 | 97.932778 |
| Laundry, Fridge & Microwave | 13310 | 1 | 63.839507 |
| Laundry, Garage & 2 Bedrooms | 19625 | 1 | 9.693883 |
| Laundry, Garage & Guest Bed | 9878 | 1 | 11.168184 |
| Laundry, Garage Fridge Freezer | 26083 | 1 | 124.968893 |
| Laundry, Lounge, Garage, Bed | 33011 | 1 | 108.082799 |
| Laundry, Sauna & 2nd Fridge | 68111 | 1 | 63.531697 |
| Lighting | 820108 | 20 | 105.181185 |
| Lighting & 2 Towel Rail | 56686 | 1 | 277.431468 |
| Lighting (inc heat lamps) | 32529 | 1 | 361.125774 |
| Lighting 1/2 | 9236 | 1 | -1.736804 |
| Lighting 2/2 | 9236 | 1 | 7.948279 |
| Lighting1 | 19407 | 1 | 440.831532 |
| Lighting2 | 19407 | 1 | 42.555726 |
| Lighting_Imag | 7583 | 1 | 9.506655 |
| Lights | 47813 | 2 | 79.879469 |
| Lounge, Dining & Bedrooms | 17605 | 1 | 169.898890 |
| Lower Bedrooms & Bathrooms | 33684 | 1 | 43.393020 |
| Mains | 47813 | 2 | 1279.853903 |
| Microwave | 69310 | 1 | 41.629862 |
| Microwave & Breadmaker | 12416 | 1 | 59.207837 |
| Oven | 690851 | 15 | 37.712738 |
| Oven & Hob | 266871 | 4 | 57.892593 |
| Oven & Hobb | 24801 | 1 | 26.524159 |
| Oven & Kitchen Appliances | 18124 | 1 | 262.494127 |
| Oven & Oven Wall Appliances | 30311 | 1 | 38.180634 |
| Oven, Hob & Microwave | 55442 | 1 | 36.873183 |
| PV | 71418 | 1 | -797.511960 |
| PV & Garage | 2885 | 1 | -489.754476 |
| PV & Storage | 76868 | 1 | -99.093187 |
| PV 1 | 74276 | 1 | -595.107455 |
| PV 2 | 74276 | 1 | -605.907211 |
| Power Outlets | 59477 | 1 | 37.493547 |
| Range | 28401 | 1 | 39.211287 |
| Spa | 68111 | 1 | 410.224412 |
| Spa (HEMS) | 76868 | 1 | 254.209273 |
| Spa - Uncontrolled | 74492 | 1 | 27.710956 |
| Theatre Heat Pump | 74276 | 1 | 2.908102 |
| Upstairs Heat Pumps | 76421 | 1 | 151.876469 |
| Ventilation & Lounge Power | 62880 | 1 | 396.925232 |
| Wall Oven | 19625 | 1 | 26.401845 |
| Washing Machine | 53554 | 1 | 3.657230 |
| Workshop | 69310 | 1 | 18.993755 |
| imputedTotalDemand_circuitsToSum_v1.1 | 1828811 | 45 | 866.257358 |
Analysis completed in 374.93 seconds ( 6.25 minutes) using knitr in RStudio with R version 3.5.2 (2018-12-20) running on x86_64-apple-darwin15.6.0.
## R version 3.5.2 (2018-12-20)
## Platform: x86_64-apple-darwin15.6.0 (64-bit)
## Running under: macOS High Sierra 10.13.6
##
## Matrix products: default
## BLAS: /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libBLAS.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib
##
## locale:
## [1] en_NZ.UTF-8/en_NZ.UTF-8/en_NZ.UTF-8/C/en_NZ.UTF-8/en_NZ.UTF-8
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] kableExtra_1.1.0 ggplot2_3.1.1
## [3] curl_3.3 bookdown_0.10
## [5] rmarkdown_1.13 GREENGridEECA_0.0.0.9000
## [7] GREENGridData_1.0 lubridate_1.7.4
## [9] here_0.1 data.table_1.12.2
##
## loaded via a namespace (and not attached):
## [1] progress_1.2.2 tidyselect_0.2.5 xfun_0.7
## [4] reshape2_1.4.3 purrr_0.3.2 colorspace_1.4-1
## [7] htmltools_0.3.6 viridisLite_0.3.0 yaml_2.2.0
## [10] rlang_0.3.4 R.oo_1.22.0 pillar_1.4.1
## [13] withr_2.1.2 glue_1.3.1 R.utils_2.8.0
## [16] readxl_1.3.1 plyr_1.8.4 stringr_1.4.0
## [19] munsell_0.5.0 gtable_0.3.0 cellranger_1.1.0
## [22] rvest_0.3.3 R.methodsS3_1.7.1 evaluate_0.13
## [25] labeling_0.3 knitr_1.23 forcats_0.4.0
## [28] highr_0.8 Rcpp_1.0.1 readr_1.3.1
## [31] backports_1.1.4 scales_1.0.0 webshot_0.5.1
## [34] hms_0.4.2 packrat_0.5.0 digest_0.6.19
## [37] stringi_1.4.3 dplyr_0.8.1 rprojroot_1.3-2
## [40] grid_3.5.2 cli_1.1.0 tools_3.5.2
## [43] magrittr_1.5 lazyeval_0.2.2 tibble_2.1.2
## [46] tidyr_0.8.3 crayon_1.3.4 pkgconfig_2.0.2
## [49] xml2_1.2.0 prettyunits_1.0.2 skimr_1.0.5
## [52] assertthat_0.2.1 httr_1.4.0 rstudioapi_0.10
## [55] R6_2.4.0 compiler_3.5.2
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———. 2016b. Knitr: A General-Purpose Package for Dynamic Report Generation in R. https://CRAN.R-project.org/package=knitr.
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